{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 问题三：\n",
    "\n",
    "建立辛烷值（RON）损失预测模型：采用上述样本和建模主要变量，通过数据挖掘技术建立辛烷值（RON）损失预测模型，并进行模型验证。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.linear_model import LinearRegression  # 线性回归\n",
    "from sklearn.model_selection import train_test_split  # 这里是引用了交叉验证\n",
    "from sklearn.metrics import mean_squared_error, r2_score\n",
    "\n",
    "\n",
    "# Suppress warnings from pandas\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "plt.style.use('seaborn')\n",
    "plt.rcParams['font.family'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%store -r samples_data\n",
    "%store -r model_features\n",
    "%store -r produc_features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultiIndex([(   'S-ZORB.PDT_1002.DACA',      'P-101A入口过滤器差压'),\n",
       "            (    'S-ZORB.TE_9002.DACA',       'D-203顶部出口管温度'),\n",
       "            (      'S-ZORB.FT_9201.PV',           '循环水进装置流量'),\n",
       "            (   'S-ZORB.PDT_3503.DACA',        'ME-112过滤器压差'),\n",
       "            ( 'S-ZORB.AT-0012.DACA.PV',     'S_ZORB AT-0012'),\n",
       "            (    'S-ZORB.TE_1102.DACA',      'E-101壳程入口总管温度'),\n",
       "            (      'S-ZORB.FT_9401.PV',           '净化风进装置流量'),\n",
       "            (    'S-ZORB.FT_2302.DACA',     'D-105上跨接线松动风流量'),\n",
       "            (    'S-ZORB.FT_2502.DACA',       'D-107下部松动风流量'),\n",
       "            (   'S-ZORB.TE_7106B.DACA',        'K-101B左排气温度'),\n",
       "            (     'S-ZORB.PDC_2607.PV',          'R102转剂线压差'),\n",
       "            (      'S-ZORB.AT_1001.PV',           '进装置原料硫含量'),\n",
       "            (      'S-ZORB.FC_2601.PV',      'R102再生器提升氮气流量'),\n",
       "            ('S-ZORB.PC_2401B.PIDA.OP',   '9.0步骤PIC2401B.OP'),\n",
       "            (      'S-ZORB.TE_2301.PV',             'D105温度'),\n",
       "            (     'S-ZORB.PT_1602A.PV',         '加热炉主火嘴阀前压力'),\n",
       "            (    'S-ZORB.FC_2702.DACA',       'D-110底流化N2流量'),\n",
       "            (    'S-ZORB.AT_6201.DACA',        '非净化风干燥后露点温度'),\n",
       "            (  'S-ZORB.SIS_TE_6010.PV',          '加热炉排烟出口温度'),\n",
       "            (    'S-ZORB.TE_5201.DACA',     'A-202A/B出口总管温度'),\n",
       "            (      'S-ZORB.PT_2801.PV',              '还原器压力'),\n",
       "            (      'S-ZORB.AC_6001.PV',             '加热炉氧含量'),\n",
       "            (    'S-ZORB.LT_3101.DACA',            'D-124液位'),\n",
       "            ( 'S-ZORB.AT-0001.DACA.PV',     'S_ZORB AT-0001'),\n",
       "            ( 'S-ZORB.FT_1503.DACA.PV',  '8.0MPa氢气至循环氢压缩机入口'),\n",
       "            (   'S-ZORB.PDT_1003.DACA',      'P-101B入口过滤器差压'),\n",
       "            (     'S-ZORB.PDT_2104.PV',            '反应器顶底压差'),\n",
       "            (      'S-ZORB.PC_1301.PV',          'K101机出口压力'),\n",
       "            (    'S-ZORB.FT_3302.DACA',     'P-105A/B出口总管流量'),\n",
       "            ('S-ZORB.PC_2401B.PIDA.SP',   '8.0步骤PIC2401B.SP'),\n",
       "            (       'S-ZORB.CAL_H2.PV',                '氢油比'),\n",
       "            (     'S-ZORB.PDT_2604.PV',            '再生器顶底差压'),\n",
       "            (    'S-ZORB.FT_2701.DACA',      'D-110蒸汽盘管入口流量'),\n",
       "            (     'S-ZORB.PDI_2102.PV',            '反应过滤器压差'),\n",
       "            (                   '原料性质',             '辛烷值RON'),\n",
       "            (                     '时间', 'Unnamed: 1_level_1')],\n",
       "           )"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_features.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 线性回归建模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape=(257, 34)\n",
      "y_train.shape=(257, 1)\n",
      "X_test.shape=(29, 34)\n",
      "y_test.shape=(29, 1)\n"
     ]
    }
   ],
   "source": [
    "# 构建训练集和测试集 cluster 1st\n",
    "X = model_features.iloc[:, :-2]\n",
    "y = produc_features[[('产品性质', 'RON损失\\n（不是变量）')]]\n",
    "test_size = int(X.shape[0] * 0.9)\n",
    "X_train = X.iloc[:test_size, :]\n",
    "X_test = X.iloc[test_size:, :]\n",
    "y_train = y.iloc[:test_size, :]\n",
    "y_test = y.iloc[test_size:, :]\n",
    "print('X_train.shape={}\\ny_train.shape={}\\nX_test.shape={}\\ny_test.shape={}'.format(X_train.shape, y_train.shape, X_test.shape, y_test.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>S-ZORB.PDT_1002.DACA</th>\n",
       "      <th>S-ZORB.TE_9002.DACA</th>\n",
       "      <th>S-ZORB.FT_9201.PV</th>\n",
       "      <th>S-ZORB.PDT_3503.DACA</th>\n",
       "      <th>S-ZORB.AT-0012.DACA.PV</th>\n",
       "      <th>S-ZORB.TE_1102.DACA</th>\n",
       "      <th>S-ZORB.FT_9401.PV</th>\n",
       "      <th>S-ZORB.FT_2302.DACA</th>\n",
       "      <th>S-ZORB.FT_2502.DACA</th>\n",
       "      <th>S-ZORB.TE_7106B.DACA</th>\n",
       "      <th>...</th>\n",
       "      <th>S-ZORB.FT_1503.DACA.PV</th>\n",
       "      <th>S-ZORB.PDT_1003.DACA</th>\n",
       "      <th>S-ZORB.PDT_2104.PV</th>\n",
       "      <th>S-ZORB.PC_1301.PV</th>\n",
       "      <th>S-ZORB.FT_3302.DACA</th>\n",
       "      <th>S-ZORB.PC_2401B.PIDA.SP</th>\n",
       "      <th>S-ZORB.CAL_H2.PV</th>\n",
       "      <th>S-ZORB.PDT_2604.PV</th>\n",
       "      <th>S-ZORB.FT_2701.DACA</th>\n",
       "      <th>S-ZORB.PDI_2102.PV</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>P-101A入口过滤器差压</th>\n",
       "      <th>D-203顶部出口管温度</th>\n",
       "      <th>循环水进装置流量</th>\n",
       "      <th>ME-112过滤器压差</th>\n",
       "      <th>S_ZORB AT-0012</th>\n",
       "      <th>E-101壳程入口总管温度</th>\n",
       "      <th>净化风进装置流量</th>\n",
       "      <th>D-105上跨接线松动风流量</th>\n",
       "      <th>D-107下部松动风流量</th>\n",
       "      <th>K-101B左排气温度</th>\n",
       "      <th>...</th>\n",
       "      <th>8.0MPa氢气至循环氢压缩机入口</th>\n",
       "      <th>P-101B入口过滤器差压</th>\n",
       "      <th>反应器顶底压差</th>\n",
       "      <th>K101机出口压力</th>\n",
       "      <th>P-105A/B出口总管流量</th>\n",
       "      <th>8.0步骤PIC2401B.SP</th>\n",
       "      <th>氢油比</th>\n",
       "      <th>再生器顶底差压</th>\n",
       "      <th>D-110蒸汽盘管入口流量</th>\n",
       "      <th>反应过滤器压差</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>-0.005319</td>\n",
       "      <td>35.017226</td>\n",
       "      <td>477.043832</td>\n",
       "      <td>1.147593</td>\n",
       "      <td>0.219066</td>\n",
       "      <td>427.375517</td>\n",
       "      <td>101.248270</td>\n",
       "      <td>51.586444</td>\n",
       "      <td>3.715656</td>\n",
       "      <td>66.725104</td>\n",
       "      <td>...</td>\n",
       "      <td>5.419704e+06</td>\n",
       "      <td>9.396593</td>\n",
       "      <td>57.791767</td>\n",
       "      <td>3.078195</td>\n",
       "      <td>933.233200</td>\n",
       "      <td>1.248423</td>\n",
       "      <td>0.238883</td>\n",
       "      <td>38.535922</td>\n",
       "      <td>60.301618</td>\n",
       "      <td>18.426142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>-0.019738</td>\n",
       "      <td>31.618726</td>\n",
       "      <td>480.829800</td>\n",
       "      <td>0.852863</td>\n",
       "      <td>0.226674</td>\n",
       "      <td>427.996105</td>\n",
       "      <td>110.436909</td>\n",
       "      <td>49.249372</td>\n",
       "      <td>3.686129</td>\n",
       "      <td>61.786512</td>\n",
       "      <td>...</td>\n",
       "      <td>4.917538e+06</td>\n",
       "      <td>9.433388</td>\n",
       "      <td>55.948335</td>\n",
       "      <td>3.081638</td>\n",
       "      <td>933.233200</td>\n",
       "      <td>1.147691</td>\n",
       "      <td>0.235185</td>\n",
       "      <td>39.137647</td>\n",
       "      <td>48.782240</td>\n",
       "      <td>18.626541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>-0.015945</td>\n",
       "      <td>32.296980</td>\n",
       "      <td>480.984932</td>\n",
       "      <td>0.990013</td>\n",
       "      <td>0.233229</td>\n",
       "      <td>428.094835</td>\n",
       "      <td>104.572555</td>\n",
       "      <td>50.650948</td>\n",
       "      <td>3.695518</td>\n",
       "      <td>62.433981</td>\n",
       "      <td>...</td>\n",
       "      <td>4.415371e+06</td>\n",
       "      <td>9.574362</td>\n",
       "      <td>54.764742</td>\n",
       "      <td>3.078388</td>\n",
       "      <td>933.233200</td>\n",
       "      <td>1.167349</td>\n",
       "      <td>0.237478</td>\n",
       "      <td>39.095575</td>\n",
       "      <td>56.738700</td>\n",
       "      <td>18.477196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>-0.040446</td>\n",
       "      <td>30.667779</td>\n",
       "      <td>481.129270</td>\n",
       "      <td>0.810553</td>\n",
       "      <td>0.227387</td>\n",
       "      <td>426.692072</td>\n",
       "      <td>111.859991</td>\n",
       "      <td>47.338066</td>\n",
       "      <td>3.679878</td>\n",
       "      <td>59.188515</td>\n",
       "      <td>...</td>\n",
       "      <td>3.662122e+06</td>\n",
       "      <td>9.607235</td>\n",
       "      <td>54.426241</td>\n",
       "      <td>3.080691</td>\n",
       "      <td>933.233200</td>\n",
       "      <td>0.988269</td>\n",
       "      <td>0.239947</td>\n",
       "      <td>38.311250</td>\n",
       "      <td>49.718436</td>\n",
       "      <td>18.356451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>-0.030911</td>\n",
       "      <td>29.491979</td>\n",
       "      <td>478.766410</td>\n",
       "      <td>0.721264</td>\n",
       "      <td>0.252780</td>\n",
       "      <td>426.765535</td>\n",
       "      <td>105.039895</td>\n",
       "      <td>48.116448</td>\n",
       "      <td>3.698845</td>\n",
       "      <td>59.169272</td>\n",
       "      <td>...</td>\n",
       "      <td>3.159956e+06</td>\n",
       "      <td>9.632140</td>\n",
       "      <td>52.717846</td>\n",
       "      <td>3.079576</td>\n",
       "      <td>933.233200</td>\n",
       "      <td>1.207479</td>\n",
       "      <td>0.238174</td>\n",
       "      <td>40.139151</td>\n",
       "      <td>53.704317</td>\n",
       "      <td>18.169647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>1.590526</td>\n",
       "      <td>27.314548</td>\n",
       "      <td>494.156670</td>\n",
       "      <td>0.062322</td>\n",
       "      <td>0.470464</td>\n",
       "      <td>427.171300</td>\n",
       "      <td>114.829660</td>\n",
       "      <td>27.224882</td>\n",
       "      <td>14.701478</td>\n",
       "      <td>57.302115</td>\n",
       "      <td>...</td>\n",
       "      <td>2.952256e+03</td>\n",
       "      <td>8.639551</td>\n",
       "      <td>97.955937</td>\n",
       "      <td>3.178637</td>\n",
       "      <td>11.268434</td>\n",
       "      <td>0.184742</td>\n",
       "      <td>0.293590</td>\n",
       "      <td>36.659555</td>\n",
       "      <td>14.931850</td>\n",
       "      <td>26.542000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>9.140563</td>\n",
       "      <td>22.980320</td>\n",
       "      <td>489.400255</td>\n",
       "      <td>0.275948</td>\n",
       "      <td>0.489897</td>\n",
       "      <td>427.171300</td>\n",
       "      <td>118.349410</td>\n",
       "      <td>23.873383</td>\n",
       "      <td>14.771582</td>\n",
       "      <td>56.926881</td>\n",
       "      <td>...</td>\n",
       "      <td>2.674888e+03</td>\n",
       "      <td>0.621535</td>\n",
       "      <td>98.263142</td>\n",
       "      <td>3.179979</td>\n",
       "      <td>11.267841</td>\n",
       "      <td>0.184742</td>\n",
       "      <td>0.281744</td>\n",
       "      <td>34.943206</td>\n",
       "      <td>19.902277</td>\n",
       "      <td>25.854595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>9.255736</td>\n",
       "      <td>21.904896</td>\n",
       "      <td>510.102375</td>\n",
       "      <td>0.365089</td>\n",
       "      <td>0.503322</td>\n",
       "      <td>427.171300</td>\n",
       "      <td>114.837601</td>\n",
       "      <td>26.942554</td>\n",
       "      <td>14.812441</td>\n",
       "      <td>54.314699</td>\n",
       "      <td>...</td>\n",
       "      <td>3.157822e+03</td>\n",
       "      <td>0.625669</td>\n",
       "      <td>99.275794</td>\n",
       "      <td>3.182267</td>\n",
       "      <td>11.268280</td>\n",
       "      <td>0.184742</td>\n",
       "      <td>0.281472</td>\n",
       "      <td>36.490789</td>\n",
       "      <td>12.680075</td>\n",
       "      <td>25.780604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>9.545496</td>\n",
       "      <td>23.010689</td>\n",
       "      <td>489.953300</td>\n",
       "      <td>0.339860</td>\n",
       "      <td>0.494050</td>\n",
       "      <td>427.171300</td>\n",
       "      <td>117.450261</td>\n",
       "      <td>21.245684</td>\n",
       "      <td>14.045848</td>\n",
       "      <td>55.985761</td>\n",
       "      <td>...</td>\n",
       "      <td>2.644961e+03</td>\n",
       "      <td>0.622684</td>\n",
       "      <td>98.338541</td>\n",
       "      <td>3.129329</td>\n",
       "      <td>11.267451</td>\n",
       "      <td>0.184742</td>\n",
       "      <td>0.284245</td>\n",
       "      <td>39.400320</td>\n",
       "      <td>15.425212</td>\n",
       "      <td>26.819176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>9.654422</td>\n",
       "      <td>24.255043</td>\n",
       "      <td>491.096910</td>\n",
       "      <td>0.300793</td>\n",
       "      <td>0.479736</td>\n",
       "      <td>427.171300</td>\n",
       "      <td>113.521315</td>\n",
       "      <td>19.403432</td>\n",
       "      <td>14.706404</td>\n",
       "      <td>56.438870</td>\n",
       "      <td>...</td>\n",
       "      <td>2.643242e+03</td>\n",
       "      <td>0.624742</td>\n",
       "      <td>100.670214</td>\n",
       "      <td>3.132198</td>\n",
       "      <td>11.268028</td>\n",
       "      <td>0.184742</td>\n",
       "      <td>0.272717</td>\n",
       "      <td>36.260296</td>\n",
       "      <td>18.712640</td>\n",
       "      <td>26.358092</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>257 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    S-ZORB.PDT_1002.DACA S-ZORB.TE_9002.DACA S-ZORB.FT_9201.PV  \\\n",
       "           P-101A入口过滤器差压        D-203顶部出口管温度          循环水进装置流量   \n",
       "324            -0.005319           35.017226        477.043832   \n",
       "323            -0.019738           31.618726        480.829800   \n",
       "322            -0.015945           32.296980        480.984932   \n",
       "321            -0.040446           30.667779        481.129270   \n",
       "320            -0.030911           29.491979        478.766410   \n",
       "..                   ...                 ...               ...   \n",
       "40              1.590526           27.314548        494.156670   \n",
       "39              9.140563           22.980320        489.400255   \n",
       "38              9.255736           21.904896        510.102375   \n",
       "37              9.545496           23.010689        489.953300   \n",
       "36              9.654422           24.255043        491.096910   \n",
       "\n",
       "    S-ZORB.PDT_3503.DACA S-ZORB.AT-0012.DACA.PV S-ZORB.TE_1102.DACA  \\\n",
       "             ME-112过滤器压差         S_ZORB AT-0012       E-101壳程入口总管温度   \n",
       "324             1.147593               0.219066          427.375517   \n",
       "323             0.852863               0.226674          427.996105   \n",
       "322             0.990013               0.233229          428.094835   \n",
       "321             0.810553               0.227387          426.692072   \n",
       "320             0.721264               0.252780          426.765535   \n",
       "..                   ...                    ...                 ...   \n",
       "40              0.062322               0.470464          427.171300   \n",
       "39              0.275948               0.489897          427.171300   \n",
       "38              0.365089               0.503322          427.171300   \n",
       "37              0.339860               0.494050          427.171300   \n",
       "36              0.300793               0.479736          427.171300   \n",
       "\n",
       "    S-ZORB.FT_9401.PV S-ZORB.FT_2302.DACA S-ZORB.FT_2502.DACA  \\\n",
       "             净化风进装置流量      D-105上跨接线松动风流量        D-107下部松动风流量   \n",
       "324        101.248270           51.586444            3.715656   \n",
       "323        110.436909           49.249372            3.686129   \n",
       "322        104.572555           50.650948            3.695518   \n",
       "321        111.859991           47.338066            3.679878   \n",
       "320        105.039895           48.116448            3.698845   \n",
       "..                ...                 ...                 ...   \n",
       "40         114.829660           27.224882           14.701478   \n",
       "39         118.349410           23.873383           14.771582   \n",
       "38         114.837601           26.942554           14.812441   \n",
       "37         117.450261           21.245684           14.045848   \n",
       "36         113.521315           19.403432           14.706404   \n",
       "\n",
       "    S-ZORB.TE_7106B.DACA  ... S-ZORB.FT_1503.DACA.PV S-ZORB.PDT_1003.DACA  \\\n",
       "             K-101B左排气温度  ...      8.0MPa氢气至循环氢压缩机入口        P-101B入口过滤器差压   \n",
       "324            66.725104  ...           5.419704e+06             9.396593   \n",
       "323            61.786512  ...           4.917538e+06             9.433388   \n",
       "322            62.433981  ...           4.415371e+06             9.574362   \n",
       "321            59.188515  ...           3.662122e+06             9.607235   \n",
       "320            59.169272  ...           3.159956e+06             9.632140   \n",
       "..                   ...  ...                    ...                  ...   \n",
       "40             57.302115  ...           2.952256e+03             8.639551   \n",
       "39             56.926881  ...           2.674888e+03             0.621535   \n",
       "38             54.314699  ...           3.157822e+03             0.625669   \n",
       "37             55.985761  ...           2.644961e+03             0.622684   \n",
       "36             56.438870  ...           2.643242e+03             0.624742   \n",
       "\n",
       "    S-ZORB.PDT_2104.PV S-ZORB.PC_1301.PV S-ZORB.FT_3302.DACA  \\\n",
       "               反应器顶底压差         K101机出口压力      P-105A/B出口总管流量   \n",
       "324          57.791767          3.078195          933.233200   \n",
       "323          55.948335          3.081638          933.233200   \n",
       "322          54.764742          3.078388          933.233200   \n",
       "321          54.426241          3.080691          933.233200   \n",
       "320          52.717846          3.079576          933.233200   \n",
       "..                 ...               ...                 ...   \n",
       "40           97.955937          3.178637           11.268434   \n",
       "39           98.263142          3.179979           11.267841   \n",
       "38           99.275794          3.182267           11.268280   \n",
       "37           98.338541          3.129329           11.267451   \n",
       "36          100.670214          3.132198           11.268028   \n",
       "\n",
       "    S-ZORB.PC_2401B.PIDA.SP S-ZORB.CAL_H2.PV S-ZORB.PDT_2604.PV  \\\n",
       "           8.0步骤PIC2401B.SP              氢油比            再生器顶底差压   \n",
       "324                1.248423         0.238883          38.535922   \n",
       "323                1.147691         0.235185          39.137647   \n",
       "322                1.167349         0.237478          39.095575   \n",
       "321                0.988269         0.239947          38.311250   \n",
       "320                1.207479         0.238174          40.139151   \n",
       "..                      ...              ...                ...   \n",
       "40                 0.184742         0.293590          36.659555   \n",
       "39                 0.184742         0.281744          34.943206   \n",
       "38                 0.184742         0.281472          36.490789   \n",
       "37                 0.184742         0.284245          39.400320   \n",
       "36                 0.184742         0.272717          36.260296   \n",
       "\n",
       "    S-ZORB.FT_2701.DACA S-ZORB.PDI_2102.PV  \n",
       "          D-110蒸汽盘管入口流量            反应过滤器压差  \n",
       "324           60.301618          18.426142  \n",
       "323           48.782240          18.626541  \n",
       "322           56.738700          18.477196  \n",
       "321           49.718436          18.356451  \n",
       "320           53.704317          18.169647  \n",
       "..                  ...                ...  \n",
       "40            14.931850          26.542000  \n",
       "39            19.902277          25.854595  \n",
       "38            12.680075          25.780604  \n",
       "37            15.425212          26.819176  \n",
       "36            18.712640          26.358092  \n",
       "\n",
       "[257 rows x 34 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "from hmmlearn.hmm import GaussianHMM\n",
    "model = GaussianHMM(n_components=10, n_iter=100)\n",
    "model.fit(X_train)  # 训练模型————学习问题\n",
    "hidden_states = model.predict(X_train)  # 估计状态序列————解码问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([9, 3, 7, 1, 8, 5, 2, 2, 2, 6, 6, 6, 4, 4, 4, 4, 4, 4, 4, 4, 4, 4,\n",
       "       4, 4, 6, 6, 6, 6, 0, 6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hidden_states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "def randomcolor():\n",
    "    colorArr = ['1','2','3','4','5','6','7','8','9','A','B','C','D','E','F']\n",
    "    color = \"\"\n",
    "    for i in range(6):\n",
    "        color += colorArr[random.randint(0,14)]\n",
    "    return \"#\" + color"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = [randomcolor() for x in range(40)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2376x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dates = model_features[[(\"时间\", 'Unnamed: 1_level_1')]].iloc[:test_size, :].values\n",
    "preds = y_train.values\n",
    "plt.figure(figsize = (33, 8))\n",
    "for j in range(len(y_train) - 1):\n",
    "    for i in range(model.n_components):\n",
    "        if hidden_states[j] == i:\n",
    "            plt.plot([dates[j], dates[j + 1]], [preds[j], preds[j + 1]], color = colors[i])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-5168946967096417.0"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "score = model.score(X_test)\n",
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE train:0.036, test:0.048, whole:0.039\n",
      "R^2 train:0.207, test:0.139, whole:0.188\n"
     ]
    }
   ],
   "source": [
    "# 简单线性回归\n",
    "# Applying LinearRegression\n",
    "model = LinearRegression()\n",
    "model.fit(X_train, y_train)\n",
    "y_train_pred = model.predict(X_train)\n",
    "y_test_pred = model.predict(X_test)\n",
    "y_pred = model.predict(X)\n",
    "print ('MSE train:%.3f, test:%.3f, whole:%.3f' % (mean_squared_error(y_train, y_train_pred), mean_squared_error(y_test, y_test_pred), mean_squared_error(y, y_pred)))\n",
    "print ('R^2 train:%.3f, test:%.3f, whole:%.3f' % (r2_score(y_train, y_train_pred), r2_score(y_test, y_test_pred), r2_score(y, y_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2376x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (33, 8))\n",
    "plt.subplot(131)\n",
    "plt.plot(range(len(y_train)), y_train_pred, 'b', label=\"predict\")\n",
    "plt.plot(range(len(y_train)), y_train, 'r', label=\"test\")\n",
    "plt.legend(loc = \"upper right\")\n",
    "plt.xlabel(\"训练集\")\n",
    "plt.ylabel(\"辛烷值RON损失\")\n",
    "plt.subplot(132)\n",
    "plt.plot(range(len(y_test)), y_test_pred, 'b', label=\"predict\")\n",
    "plt.plot(range(len(y_test)), y_test, 'r', label=\"test\")\n",
    "plt.legend(loc = \"upper right\")\n",
    "plt.xlabel(\"测试集\")\n",
    "plt.ylabel(\"辛烷值RON损失\")\n",
    "plt.subplot(133)\n",
    "plt.plot(range(len(y)), y_pred, 'b', label=\"predict\")\n",
    "plt.plot(range(len(y)), y, 'r', label=\"test\")\n",
    "plt.legend(loc = \"upper right\")\n",
    "plt.xlabel(\"样本集\")\n",
    "plt.ylabel(\"辛烷值RON损失\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python(chenhao)",
   "language": "python",
   "name": "venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
